Advancing Human knowledge through stochastic epistemology

Forging formal methods with informal vibes

Unsuspicious Industries operates at the convergence of theoretical computer science, machine learning, and complex systems. Our research spans from λ-calculus and interaction combinators to Large Language Models and molecular dynamics. We pursue fundamental questions in type systems, proof synthesis, and the computational limits of knowability.

Research Divisions

Multidisciplinary Curiosity

Six core research areas that define our institutional mission and scholarly contributions

Dynamic Formal Systems

Investigating interaction combinators, optimal reduction strategies, and System F type theory. Current research focused on guided program and proof synthesis through a lot of typing.

philosophy courses should teach how to use proof assistants
Alcuin𝕏, @scheminglunatic

Axiomatic Elaboration Laboratory

Finding good and beautiful bases for rational thinking. We explore the world to find coherence outside of rationality. Grounding technology in vibes.

Ethics and æsthetics are one
L. Wittgenstein6.421

Artificial Intelligence Research

Training transformer architectures with formal constraints. Exploring the intersection of probabilistic reasoning and symbolic AI through type-theoretic frameworks and proof-carrying code generation.

To build machines that think,
we must first build machines that compute what cannot be thought.
PKDThoughts on thinking

Macroeconomics Formalisation Department

Rewriting advanced economics research using High Performance Computing and formal systems. Modelling emergent market behavior from first principles. Formalising structural social shifts in topological spaces.

In the long run we are all dead.
J.M. KeynesA Tract on Monetary Reform (1923)

Computational Biology Division

Understanding the nature of consciousness through pluridisciplinary approaches and distributed compute. The Happy Fly™ project: virtualizing 10¹⁶ Drosophila neurons using interaction net architectures.

I think I might have been stupid in some respects,
if it weren’t for my psychedelic experiences.
Kary MullisMAPS

LSH research division

The "Lettres et Sciences Humaines" division explores beauty, art and philosophy towards a deeper understanding of humanity's ever-lasting quest of the divine. Thinking hard and slowly, sometimes on acid.

Kant et la monade de l’aporie : une poésie de l’impératif
P.M. PédrotLSH Generator™ 3000®

Unsuspicious research stats

Academic impact

Working overtime on edge research

25+
Active Research Projects
2+
Research Centers
99%
Peer Review Acceptance Rate
5000+
Cups of Coffee

Research Opportunities

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